Overview
Brought to you by YData
Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 793 |
| Missing cells | 34 |
| Missing cells (%) | 0.4% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 107.8 KiB |
| Average record size in memory | 139.2 B |
Variable types
| DateTime | 1 |
|---|---|
| Numeric | 10 |
PV output is highly overall correlated with UV index and 4 other fields | High correlation |
UV index is highly overall correlated with PV output and 5 other fields | High correlation |
cloud cover is highly overall correlated with UV index and 3 other fields | High correlation |
humidity is highly overall correlated with PV output and 5 other fields | High correlation |
precip is highly overall correlated with humidity and 1 other fields | High correlation |
pressure is highly overall correlated with precip | High correlation |
solar energy is highly overall correlated with PV output and 5 other fields | High correlation |
solar radiation is highly overall correlated with PV output and 5 other fields | High correlation |
temp max is highly overall correlated with PV output and 4 other fields | High correlation |
temp min is highly overall correlated with temp max | High correlation |
solar radiation has 33 (4.2%) missing values | Missing |
Unnamed: 0 has unique values | Unique |
precip has 179 (22.6%) zeros | Zeros |
Reproduction
| Analysis started | 2025-02-13 16:59:27.211368 |
|---|---|
| Analysis finished | 2025-02-13 16:59:35.459063 |
| Duration | 8.25 seconds |
| Software version | ydata-profiling vv4.12.2 |
| Download configuration | config.json |
Variables
Unnamed: 0
Date
Unique
| Distinct | 793 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.3 KiB |
| Minimum | 2019-12-01 00:00:00 |
|---|---|
| Maximum | 2022-01-31 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
precip
Real number (ℝ)
High correlation Zeros
| Distinct | 520 |
|---|---|
| Distinct (%) | 65.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.6528462 |
| Minimum | 0 |
|---|---|
| Maximum | 36.276 |
| Zeros | 179 |
| Zeros (%) | 22.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.024 |
| median | 0.506 |
| Q3 | 3.34 |
| 95-th percentile | 11.5956 |
| Maximum | 36.276 |
| Range | 36.276 |
| Interquartile range (IQR) | 3.316 |
Descriptive statistics
| Standard deviation | 4.6044996 |
|---|---|
| Coefficient of variation (CV) | 1.7356829 |
| Kurtosis | 10.237003 |
| Mean | 2.6528462 |
| Median Absolute Deviation (MAD) | 0.506 |
| Skewness | 2.881119 |
| Sum | 2103.707 |
| Variance | 21.201417 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 179 | 22.6% |
| 0.024 | 24 | 3.0% |
| 0.12 | 9 | 1.1% |
| 0.095 | 7 | 0.9% |
| 0.051 | 5 | 0.6% |
| 0.006 | 5 | 0.6% |
| 0.119 | 4 | 0.5% |
| 0.014 | 4 | 0.5% |
| 0.177 | 3 | 0.4% |
| 0.096 | 3 | 0.4% |
| Other values (510) | 550 |
| Value | Count | Frequency (%) |
| 0 | 179 | |
| 0.006 | 5 | 0.6% |
| 0.009 | 2 | 0.3% |
| 0.013 | 1 | 0.1% |
| 0.014 | 4 | 0.5% |
| 0.015 | 2 | 0.3% |
| 0.019 | 1 | 0.1% |
| 0.02 | 1 | 0.1% |
| 0.024 | 24 | 3.0% |
| 0.031 | 3 | 0.4% |
| Value | Count | Frequency (%) |
| 36.276 | 1 | |
| 25.899 | 1 | |
| 25.628 | 1 | |
| 25.455 | 1 | |
| 25.233 | 1 | |
| 24.499 | 1 | |
| 23.823 | 1 | |
| 22.441 | 1 | |
| 21.979 | 1 | |
| 21.854 | 1 |
cloud cover
Real number (ℝ)
High correlation
| Distinct | 473 |
|---|---|
| Distinct (%) | 59.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 66.108701 |
| Minimum | 0 |
|---|---|
| Maximum | 100 |
| Zeros | 1 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 25.48 |
| Q1 | 53.4 |
| median | 68.2 |
| Q3 | 82.2 |
| 95-th percentile | 94.1 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 28.8 |
Descriptive statistics
| Standard deviation | 20.495106 |
|---|---|
| Coefficient of variation (CV) | 0.3100213 |
| Kurtosis | 0.071050789 |
| Mean | 66.108701 |
| Median Absolute Deviation (MAD) | 14.5 |
| Skewness | -0.68624848 |
| Sum | 52424.2 |
| Variance | 420.04936 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 85.4 | 6 | 0.8% |
| 77.8 | 5 | 0.6% |
| 70.9 | 5 | 0.6% |
| 90.8 | 5 | 0.6% |
| 60.3 | 5 | 0.6% |
| 53 | 5 | 0.6% |
| 67.9 | 5 | 0.6% |
| 77.9 | 5 | 0.6% |
| 83.1 | 4 | 0.5% |
| 55.9 | 4 | 0.5% |
| Other values (463) | 744 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 2.6 | 1 | |
| 6.3 | 1 | |
| 8.5 | 1 | |
| 9.2 | 1 | |
| 9.8 | 1 | |
| 10.2 | 1 | |
| 10.5 | 1 | |
| 10.8 | 1 | |
| 11.4 | 1 |
| Value | Count | Frequency (%) |
| 100 | 2 | |
| 99.9 | 1 | |
| 99.8 | 1 | |
| 99.4 | 1 | |
| 99 | 1 | |
| 98.9 | 1 | |
| 98.5 | 1 | |
| 98 | 2 | |
| 97.7 | 1 | |
| 97.6 | 1 |
solar radiation
Real number (ℝ)
High correlation Missing
| Distinct | 637 |
|---|---|
| Distinct (%) | 83.8% |
| Missing | 33 |
| Missing (%) | 4.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 108.40868 |
| Minimum | 7.2 |
|---|---|
| Maximum | 319.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 7.2 |
|---|---|
| 5-th percentile | 14.19 |
| Q1 | 32.45 |
| median | 88.4 |
| Q3 | 165.55 |
| 95-th percentile | 276.095 |
| Maximum | 319.7 |
| Range | 312.5 |
| Interquartile range (IQR) | 133.1 |
Descriptive statistics
| Standard deviation | 84.538525 |
|---|---|
| Coefficient of variation (CV) | 0.77981322 |
| Kurtosis | -0.6112742 |
| Mean | 108.40868 |
| Median Absolute Deviation (MAD) | 60.25 |
| Skewness | 0.70579171 |
| Sum | 82390.6 |
| Variance | 7146.7622 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 17.3 | 6 | 0.8% |
| 19.4 | 4 | 0.5% |
| 52 | 4 | 0.5% |
| 13.6 | 3 | 0.4% |
| 10.5 | 3 | 0.4% |
| 291.3 | 3 | 0.4% |
| 39.4 | 3 | 0.4% |
| 18.5 | 3 | 0.4% |
| 47.4 | 3 | 0.4% |
| 24 | 3 | 0.4% |
| Other values (627) | 725 | |
| (Missing) | 33 | 4.2% |
| Value | Count | Frequency (%) |
| 7.2 | 1 | 0.1% |
| 8.7 | 2 | |
| 8.9 | 1 | 0.1% |
| 9 | 1 | 0.1% |
| 9.2 | 1 | 0.1% |
| 9.3 | 1 | 0.1% |
| 10.5 | 3 | |
| 10.6 | 2 | |
| 10.7 | 1 | 0.1% |
| 10.9 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 319.7 | 1 | |
| 308.8 | 1 | |
| 308.5 | 1 | |
| 307.7 | 1 | |
| 306.7 | 1 | |
| 306.4 | 1 | |
| 304.4 | 1 | |
| 303.2 | 1 | |
| 302 | 1 | |
| 301.9 | 1 |
humidity
Real number (ℝ)
High correlation
| Distinct | 318 |
|---|---|
| Distinct (%) | 40.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 83.71942 |
| Minimum | 47.7 |
|---|---|
| Maximum | 98.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 47.7 |
|---|---|
| 5-th percentile | 65.6 |
| Q1 | 78.5 |
| median | 85.4 |
| Q3 | 91 |
| 95-th percentile | 96.2 |
| Maximum | 98.9 |
| Range | 51.2 |
| Interquartile range (IQR) | 12.5 |
Descriptive statistics
| Standard deviation | 9.5265724 |
|---|---|
| Coefficient of variation (CV) | 0.11379167 |
| Kurtosis | 0.31196316 |
| Mean | 83.71942 |
| Median Absolute Deviation (MAD) | 6.2 |
| Skewness | -0.84329988 |
| Sum | 66389.5 |
| Variance | 90.755582 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 85.2 | 8 | 1.0% |
| 87.5 | 7 | 0.9% |
| 89 | 7 | 0.9% |
| 78.6 | 7 | 0.9% |
| 92.8 | 7 | 0.9% |
| 85.4 | 7 | 0.9% |
| 90 | 7 | 0.9% |
| 84.6 | 6 | 0.8% |
| 89.2 | 6 | 0.8% |
| 87.8 | 6 | 0.8% |
| Other values (308) | 725 |
| Value | Count | Frequency (%) |
| 47.7 | 1 | |
| 50.8 | 1 | |
| 51 | 1 | |
| 53.4 | 1 | |
| 54.3 | 1 | |
| 55.2 | 1 | |
| 56.8 | 1 | |
| 57.1 | 1 | |
| 57.8 | 1 | |
| 58.1 | 1 |
| Value | Count | Frequency (%) |
| 98.9 | 1 | |
| 98.8 | 1 | |
| 98.6 | 1 | |
| 98.5 | 1 | |
| 98.3 | 2 | |
| 98 | 1 | |
| 97.9 | 1 | |
| 97.8 | 1 | |
| 97.6 | 1 | |
| 97.5 | 1 |
pressure
Real number (ℝ)
High correlation
| Distinct | 381 |
|---|---|
| Distinct (%) | 48.1% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1015.6939 |
| Minimum | 975.1 |
|---|---|
| Maximum | 1048.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 975.1 |
|---|---|
| 5-th percentile | 995.6 |
| Q1 | 1008.3 |
| median | 1016.75 |
| Q3 | 1023.7 |
| 95-th percentile | 1032.845 |
| Maximum | 1048.4 |
| Range | 73.3 |
| Interquartile range (IQR) | 15.4 |
Descriptive statistics
| Standard deviation | 11.456059 |
|---|---|
| Coefficient of variation (CV) | 0.011279046 |
| Kurtosis | 0.30709175 |
| Mean | 1015.6939 |
| Median Absolute Deviation (MAD) | 7.25 |
| Skewness | -0.43720912 |
| Sum | 804429.6 |
| Variance | 131.24128 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1020.7 | 8 | 1.0% |
| 1016.1 | 8 | 1.0% |
| 1021.4 | 7 | 0.9% |
| 1018.1 | 7 | 0.9% |
| 1021.2 | 6 | 0.8% |
| 1010.8 | 6 | 0.8% |
| 1021.5 | 6 | 0.8% |
| 1014.7 | 6 | 0.8% |
| 1020.1 | 6 | 0.8% |
| 1018 | 6 | 0.8% |
| Other values (371) | 726 |
| Value | Count | Frequency (%) |
| 975.1 | 1 | |
| 976.1 | 1 | |
| 978.1 | 1 | |
| 979.5 | 1 | |
| 980.8 | 1 | |
| 982.8 | 1 | |
| 984.9 | 1 | |
| 985.3 | 1 | |
| 986.1 | 1 | |
| 986.2 | 1 |
| Value | Count | Frequency (%) |
| 1048.4 | 1 | |
| 1045.4 | 1 | |
| 1042.5 | 1 | |
| 1041.2 | 1 | |
| 1041.1 | 1 | |
| 1041 | 1 | |
| 1040.9 | 1 | |
| 1039.3 | 1 | |
| 1038.7 | 1 | |
| 1038.6 | 2 |
UV index
Real number (ℝ)
High correlation
| Distinct | 11 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.0504414 |
| Minimum | 0 |
|---|---|
| Maximum | 10 |
| Zeros | 7 |
| Zeros (%) | 0.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 8 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.4710399 |
|---|---|
| Coefficient of variation (CV) | 0.61006683 |
| Kurtosis | -1.147914 |
| Mean | 4.0504414 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.30487992 |
| Sum | 3212 |
| Variance | 6.1060383 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 1 | 153 | |
| 2 | 120 | |
| 3 | 103 | |
| 5 | 94 | |
| 7 | 77 | |
| 8 | 77 | |
| 6 | 75 | |
| 4 | 70 | |
| 9 | 15 | 1.9% |
| 0 | 7 | 0.9% |
| Value | Count | Frequency (%) |
| 0 | 7 | 0.9% |
| 1 | 153 | |
| 2 | 120 | |
| 3 | 103 | |
| 4 | 70 | |
| 5 | 94 | |
| 6 | 75 | |
| 7 | 77 | |
| 8 | 77 | |
| 9 | 15 | 1.9% |
| Value | Count | Frequency (%) |
| 10 | 2 | 0.3% |
| 9 | 15 | 1.9% |
| 8 | 77 | |
| 7 | 77 | |
| 6 | 75 | |
| 5 | 94 | |
| 4 | 70 | |
| 3 | 103 | |
| 2 | 120 | |
| 1 | 153 |
temp min
Real number (ℝ)
High correlation
| Distinct | 189 |
|---|---|
| Distinct (%) | 23.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.019546 |
| Minimum | -3.9 |
|---|---|
| Maximum | 18.3 |
| Zeros | 2 |
| Zeros (%) | 0.3% |
| Negative | 48 |
| Negative (%) | 6.1% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | -3.9 |
|---|---|
| 5-th percentile | -0.2 |
| Q1 | 3.4 |
| median | 7.2 |
| Q3 | 10.7 |
| 95-th percentile | 14.2 |
| Maximum | 18.3 |
| Range | 22.2 |
| Interquartile range (IQR) | 7.3 |
Descriptive statistics
| Standard deviation | 4.5988315 |
|---|---|
| Coefficient of variation (CV) | 0.65514657 |
| Kurtosis | -0.76558144 |
| Mean | 7.019546 |
| Median Absolute Deviation (MAD) | 3.7 |
| Skewness | -0.0065833945 |
| Sum | 5566.5 |
| Variance | 21.149251 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 5.7 | 12 | 1.5% |
| 7.3 | 11 | 1.4% |
| 7.7 | 11 | 1.4% |
| 11.3 | 10 | 1.3% |
| 6.4 | 10 | 1.3% |
| 7.1 | 10 | 1.3% |
| 8.4 | 9 | 1.1% |
| 12.9 | 9 | 1.1% |
| 11.5 | 9 | 1.1% |
| 6.2 | 9 | 1.1% |
| Other values (179) | 693 |
| Value | Count | Frequency (%) |
| -3.9 | 1 | |
| -3.7 | 1 | |
| -3.6 | 1 | |
| -3.5 | 1 | |
| -3 | 1 | |
| -2.9 | 1 | |
| -2.8 | 1 | |
| -2.6 | 1 | |
| -2.5 | 2 | |
| -2.3 | 1 |
| Value | Count | Frequency (%) |
| 18.3 | 1 | |
| 18 | 1 | |
| 17.3 | 1 | |
| 17.1 | 1 | |
| 16.9 | 1 | |
| 16.8 | 1 | |
| 16.6 | 2 | |
| 16.4 | 1 | |
| 16.3 | 1 | |
| 16.1 | 1 |
temp max
Real number (ℝ)
High correlation
| Distinct | 213 |
|---|---|
| Distinct (%) | 26.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.164817 |
| Minimum | -0.1 |
|---|---|
| Maximum | 29.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1 |
| Negative (%) | 0.1% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | -0.1 |
|---|---|
| 5-th percentile | 5.16 |
| Q1 | 9.4 |
| median | 12.2 |
| Q3 | 17.3 |
| 95-th percentile | 22.04 |
| Maximum | 29.7 |
| Range | 29.8 |
| Interquartile range (IQR) | 7.9 |
Descriptive statistics
| Standard deviation | 5.3409544 |
|---|---|
| Coefficient of variation (CV) | 0.40569909 |
| Kurtosis | -0.32184585 |
| Mean | 13.164817 |
| Median Absolute Deviation (MAD) | 3.9 |
| Skewness | 0.29165734 |
| Sum | 10439.7 |
| Variance | 28.525793 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 17.5 | 14 | 1.8% |
| 11.5 | 12 | 1.5% |
| 10.5 | 11 | 1.4% |
| 10.4 | 10 | 1.3% |
| 10.1 | 10 | 1.3% |
| 8.4 | 10 | 1.3% |
| 11.3 | 10 | 1.3% |
| 17.3 | 9 | 1.1% |
| 9.6 | 9 | 1.1% |
| 18.6 | 9 | 1.1% |
| Other values (203) | 689 |
| Value | Count | Frequency (%) |
| -0.1 | 1 | 0.1% |
| 0.4 | 1 | 0.1% |
| 0.5 | 1 | 0.1% |
| 1.3 | 1 | 0.1% |
| 2 | 2 | |
| 2.1 | 1 | 0.1% |
| 2.3 | 2 | |
| 2.6 | 3 | |
| 2.7 | 1 | 0.1% |
| 2.8 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 29.7 | 1 | |
| 28.2 | 2 | |
| 28 | 1 | |
| 27.9 | 1 | |
| 27.6 | 1 | |
| 27.4 | 1 | |
| 26.9 | 1 | |
| 26.6 | 1 | |
| 26.4 | 2 | |
| 26.2 | 1 |
solar energy
Real number (ℝ)
High correlation
| Distinct | 229 |
|---|---|
| Distinct (%) | 28.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.262169 |
| Minimum | 0.7 |
|---|---|
| Maximum | 27.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 0.7 |
|---|---|
| 5-th percentile | 1.2 |
| Q1 | 2.8 |
| median | 7.4 |
| Q3 | 14.1 |
| 95-th percentile | 23.7 |
| Maximum | 27.7 |
| Range | 27 |
| Interquartile range (IQR) | 11.3 |
Descriptive statistics
| Standard deviation | 7.2473998 |
|---|---|
| Coefficient of variation (CV) | 0.78247329 |
| Kurtosis | -0.56727778 |
| Mean | 9.262169 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.72444154 |
| Sum | 7344.9 |
| Variance | 52.524804 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.6 | 16 | 2.0% |
| 1.5 | 14 | 1.8% |
| 1.1 | 13 | 1.6% |
| 1.3 | 13 | 1.6% |
| 2.5 | 12 | 1.5% |
| 2.4 | 12 | 1.5% |
| 1 | 11 | 1.4% |
| 1.7 | 11 | 1.4% |
| 1.2 | 11 | 1.4% |
| 3 | 10 | 1.3% |
| Other values (219) | 670 |
| Value | Count | Frequency (%) |
| 0.7 | 4 | 0.5% |
| 0.8 | 4 | 0.5% |
| 0.9 | 5 | 0.6% |
| 1 | 11 | |
| 1.1 | 13 | |
| 1.2 | 11 | |
| 1.3 | 13 | |
| 1.4 | 8 | |
| 1.5 | 14 | |
| 1.6 | 9 |
| Value | Count | Frequency (%) |
| 27.7 | 1 | 0.1% |
| 26.8 | 1 | 0.1% |
| 26.5 | 4 | |
| 26.3 | 1 | 0.1% |
| 26.2 | 1 | 0.1% |
| 26.1 | 6 | |
| 25.8 | 1 | 0.1% |
| 25.7 | 3 | |
| 25.6 | 3 | |
| 25.5 | 1 | 0.1% |
PV output
Real number (ℝ)
High correlation
| Distinct | 754 |
|---|---|
| Distinct (%) | 95.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.8048613 |
| Minimum | 0.078 |
|---|---|
| Maximum | 6.873 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 0.078 |
|---|---|
| 5-th percentile | 0.3274 |
| Q1 | 0.855 |
| median | 2.462 |
| Q3 | 4.566 |
| 95-th percentile | 6.3754 |
| Maximum | 6.873 |
| Range | 6.795 |
| Interquartile range (IQR) | 3.711 |
Descriptive statistics
| Standard deviation | 2.04496 |
|---|---|
| Coefficient of variation (CV) | 0.72907705 |
| Kurtosis | -1.2193134 |
| Mean | 2.8048613 |
| Median Absolute Deviation (MAD) | 1.732 |
| Skewness | 0.37544347 |
| Sum | 2224.255 |
| Variance | 4.1818614 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.329 | 4 | 0.5% |
| 0.635 | 3 | 0.4% |
| 0.643 | 2 | 0.3% |
| 0.963 | 2 | 0.3% |
| 4.31 | 2 | 0.3% |
| 3.482 | 2 | 0.3% |
| 0.509 | 2 | 0.3% |
| 2.468 | 2 | 0.3% |
| 0.882 | 2 | 0.3% |
| 4.749 | 2 | 0.3% |
| Other values (744) | 770 |
| Value | Count | Frequency (%) |
| 0.078 | 1 | |
| 0.106 | 1 | |
| 0.123 | 1 | |
| 0.127 | 1 | |
| 0.137 | 1 | |
| 0.141 | 1 | |
| 0.154 | 1 | |
| 0.157 | 1 | |
| 0.162 | 1 | |
| 0.172 | 1 |
| Value | Count | Frequency (%) |
| 6.873 | 1 | |
| 6.87 | 1 | |
| 6.856 | 1 | |
| 6.809 | 1 | |
| 6.801 | 1 | |
| 6.798 | 1 | |
| 6.793 | 1 | |
| 6.787 | 1 | |
| 6.77 | 1 | |
| 6.756 | 1 |
Interactions
Correlations
| PV output | UV index | cloud cover | humidity | precip | pressure | solar energy | solar radiation | temp max | temp min | |
|---|---|---|---|---|---|---|---|---|---|---|
| PV output | 1.000 | 0.888 | -0.469 | -0.688 | -0.449 | 0.213 | 0.940 | 0.941 | 0.713 | 0.440 |
| UV index | 0.888 | 1.000 | -0.585 | -0.707 | -0.404 | 0.167 | 0.961 | 0.961 | 0.633 | 0.321 |
| cloud cover | -0.469 | -0.585 | 1.000 | 0.670 | 0.350 | -0.120 | -0.570 | -0.579 | -0.175 | 0.164 |
| humidity | -0.688 | -0.707 | 0.670 | 1.000 | 0.552 | -0.257 | -0.732 | -0.739 | -0.313 | 0.006 |
| precip | -0.449 | -0.404 | 0.350 | 0.552 | 1.000 | -0.684 | -0.429 | -0.439 | -0.227 | 0.056 |
| pressure | 0.213 | 0.167 | -0.120 | -0.257 | -0.684 | 1.000 | 0.178 | 0.186 | 0.055 | -0.126 |
| solar energy | 0.940 | 0.961 | -0.570 | -0.732 | -0.429 | 0.178 | 1.000 | 1.000 | 0.688 | 0.371 |
| solar radiation | 0.941 | 0.961 | -0.579 | -0.739 | -0.439 | 0.186 | 1.000 | 1.000 | 0.707 | 0.384 |
| temp max | 0.713 | 0.633 | -0.175 | -0.313 | -0.227 | 0.055 | 0.688 | 0.707 | 1.000 | 0.841 |
| temp min | 0.440 | 0.321 | 0.164 | 0.006 | 0.056 | -0.126 | 0.371 | 0.384 | 0.841 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| Unnamed: 0 | precip | cloud cover | solar radiation | humidity | pressure | UV index | temp min | temp max | solar energy | PV output | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2019-12-01 | 0.000 | 72.0 | 27.9 | 87.3 | 1024.4 | 2.0 | 0.9 | 5.4 | 2.4 | 0.748 |
| 1 | 2019-12-02 | 0.120 | 41.2 | NaN | 82.0 | 1032.6 | 2.0 | -1.1 | 5.8 | 3.9 | 1.122 |
| 2 | 2019-12-03 | 0.000 | 59.8 | 42.5 | 82.6 | 1027.7 | 3.0 | 2.1 | 8.2 | 3.7 | 1.091 |
| 3 | 2019-12-04 | 0.096 | 26.2 | 43.8 | 90.6 | 1020.7 | 3.0 | 1.0 | 6.9 | 3.7 | 1.060 |
| 4 | 2019-12-05 | 0.134 | 85.2 | 26.5 | 91.5 | 1019.4 | 2.0 | 1.9 | 9.7 | 2.3 | 0.712 |
| 5 | 2019-12-06 | 3.340 | 87.4 | 19.2 | 90.7 | 1008.3 | 1.0 | 8.3 | 11.2 | 1.7 | 0.492 |
| 6 | 2019-12-07 | 0.219 | 86.7 | 28.5 | 89.5 | 1013.2 | 1.0 | 6.9 | 9.8 | 2.2 | 0.776 |
| 7 | 2019-12-08 | 3.489 | 67.8 | 28.4 | 83.6 | 1001.2 | 2.0 | 5.7 | 10.8 | 2.5 | 0.670 |
| 8 | 2019-12-09 | 8.222 | 44.1 | 32.5 | 76.6 | 1013.7 | 2.0 | 2.5 | 8.6 | 2.9 | 0.944 |
| 9 | 2019-12-10 | 6.661 | 80.7 | 11.3 | 90.7 | 1013.0 | 1.0 | 2.4 | 11.5 | 1.0 | 0.078 |
| Unnamed: 0 | precip | cloud cover | solar radiation | humidity | pressure | UV index | temp min | temp max | solar energy | PV output | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 783 | 2022-01-22 | 0.000 | 97.6 | 21.7 | 83.4 | 1038.7 | 1.0 | 2.6 | 5.0 | 1.8 | 1.002 |
| 784 | 2022-01-23 | 0.000 | 100.0 | 19.3 | 86.3 | 1034.9 | 1.0 | 2.2 | 4.1 | 1.5 | 0.944 |
| 785 | 2022-01-24 | 0.000 | 100.0 | 9.2 | 89.0 | 1032.5 | 0.0 | 3.5 | 4.3 | 0.7 | 0.795 |
| 786 | 2022-01-25 | 0.000 | 99.9 | 16.2 | 90.1 | 1034.4 | 1.0 | 2.5 | 3.6 | 1.5 | 0.687 |
| 787 | 2022-01-26 | 0.000 | 87.9 | 32.6 | 86.7 | 1034.0 | 2.0 | 0.8 | 7.7 | 3.0 | 1.321 |
| 788 | 2022-01-27 | 0.605 | 64.0 | 23.6 | 91.7 | 1030.8 | 1.0 | 2.0 | 10.4 | 2.1 | 0.612 |
| 789 | 2022-01-28 | 0.191 | 61.8 | 40.8 | 95.9 | 1035.6 | 2.0 | 0.6 | 9.1 | 3.5 | 0.401 |
| 790 | 2022-01-29 | 1.226 | 77.8 | 31.0 | 93.5 | 1031.9 | 1.0 | 3.5 | 10.2 | 2.6 | 0.700 |
| 791 | 2022-01-30 | 0.124 | 38.8 | 53.9 | 88.9 | 1031.4 | 3.0 | 0.4 | 8.0 | 4.7 | 1.313 |
| 792 | 2022-01-31 | 0.773 | 73.0 | 35.6 | 79.0 | 1027.6 | 2.0 | 5.5 | 7.3 | 3.1 | 1.491 |